Building FINCPA: Turning Financial Law into Compliance Data
A technical note on building a hackathon compliance AI prototype by compiling financial law into structured rules, SIR fields, deterministic checks, and audit-ready outputs.
Blog posts
Selected notes, project writeups, and practical explanations around Vision AI, data analysis, remote sensing, geospatial analytics, and machine learning.
Earlier writing: simpleml.hashnode.dev
2026
Debugging Vision Agents
A practical look at building a debugger for Vision AI agents using heatmaps, model comparison, reasoning traces, error detection, and cost tracking.
From CCTV to Safer Crosswalk Timing
A technical writeup on building a CCTV crosswalk segmentation system for adaptive pedestrian signal timing using transfer learning, pseudo-labeling, and real-time computer vision.
ArtStyleNet: Finding Similar Artworks with Deep Features
A short project writeup on using ResNet features, PCA, and topic-style clustering to explore artistic style similarity across paintings.
From Pixels to Predictions: Linear Regression in Computer Vision
Earlier Hashnode note connecting linear regression intuition to pixel-based prediction problems in computer vision.
The Simplest Algorithm You Can Think About: KNN
Earlier Hashnode note explaining k-nearest neighbors with simple intuition and practical machine learning framing.
A Visual Journey Through the History of Computer Vision
Earlier Hashnode note tracing how computer vision developed from classical image processing into modern Vision AI.
Linear Regression Explained Simply with Math, Intuition, and Cookies
Earlier Hashnode note explaining linear regression with simple math, intuition, and beginner-friendly examples.